Overview

Dataset info

Number of variables35
Number of observations3961
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory1.1 MiB
Average record size in memory280.0 B

Variables types

Numeric16
Categorical5
Boolean6
Date0
URL0
Text (Unique)0
Rejected8
Unsupported0

Warnings

All.Star has 3837 (96.9%) zeros Zeros
All_NBA is highly correlated with All.Star (ρ = 0.9302210318) Rejected
Assits.per.Game has 1929 (48.7%) zeros Zeros
AST has 1921 (48.5%) zeros Zeros
BPM has 1892 (47.8%) zeros Zeros
College has a high cardinality: 489 distinct values Warning
Executive has a high cardinality: 162 distinct values Warning
FG_Percentage has 1888 (47.7%) zeros Zeros
FT_Percentage is highly correlated with FG_Percentage (ρ = 0.9122356846) Rejected
Games has 1869 (47.2%) zeros Zeros
Minutes.per.Game has 1870 (47.2%) zeros Zeros
Minutes.Played is highly correlated with Games (ρ = 0.9669566564) Rejected
Player has a high cardinality: 3905 distinct values Warning
Points.per.Game is highly correlated with Minutes.per.Game (ρ = 0.9549700636) Rejected
PTS is highly correlated with Minutes.Played (ρ = 0.9671282012) Rejected
Tenure has a high cardinality: 214 distinct values Warning
TP_Percentage has 2460 (62.1%) zeros Zeros
TRB has 1885 (47.6%) zeros Zeros
TRB.per.game has 1885 (47.6%) zeros Zeros
Unnamed_0 is highly correlated with Exec_ID (ρ = 0.997587063) Rejected
VORP has 2007 (50.7%) zeros Zeros
Win.Share is highly correlated with VORP (ρ = 0.9249732369) Rejected
WS_per_game has 1877 (47.4%) zeros Zeros
Yrs is highly correlated with Minutes.Played (ρ = 0.9217586744) Rejected

Variables

All.Star
Numeric

Distinct count17
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1754607422
Minimum0
Maximum18
Zeros (%)96.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum18
Range18
Interquartile range0

Descriptive statistics

Standard deviation1.193950956
Coef of variation6.804661491
Kurtosis79.83080834
Mean0.1754607422
MAD0.3399358081
Skewness8.426633563
Sum695
Variance1.425518885
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=17)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 5.5 12.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3837 96.9%
 
2 18 0.5%
 
3 15 0.4%
 
1 14 0.4%
 
5 13 0.3%
 
4 13 0.3%
 
6 9 0.2%
 
7 8 0.2%
 
12 6 0.2%
 
10 6 0.2%
 
Other values (7) 22 0.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3837 96.9%
 
1 14 0.4%
 
2 18 0.5%
 
3 15 0.4%
 
4 13 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
18 1 < 0.1%
 
15 3 0.1%
 
14 2 0.1%
 
13 1 < 0.1%
 
12 6 0.2%
 

All_NBA
Highly correlated

This variable is highly correlated with All.Star and should be ignored for analysis

Correlation0.9302210318

Assits.per.Game
Numeric

Distinct count85
Unique (%)2.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.8253976269
Minimum0
Maximum11.2
Zeros (%)48.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.2
Q31.1
95-th percentile3.6
Maximum11.2
Range11.2
Interquartile range1.1

Descriptive statistics

Standard deviation1.356721483
Coef of variation1.643718662
Kurtosis8.385866242
Mean0.8253976269
MAD0.9449829348
Skewness2.575663731
Sum3269.4
Variance1.840693181
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.05 0.15 1.05 1.55 ... 3.05 4.05 6.55 9.2 11.2 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1929 48.7%
 
0.3 119 3.0%
 
0.5 117 3.0%
 
0.6 114 2.9%
 
0.7 111 2.8%
 
0.8 105 2.7%
 
0.4 103 2.6%
 
1 92 2.3%
 
0.2 89 2.2%
 
0.9 80 2.0%
 
Other values (75) 1102 27.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1929 48.7%
 
0.1 51 1.3%
 
0.2 89 2.2%
 
0.3 119 3.0%
 
0.4 103 2.6%
 

Maximum 5 values

ValueCountFrequency (%) 
11.2 1 < 0.1%
 
10.5 1 < 0.1%
 
9.9 1 < 0.1%
 
9.3 1 < 0.1%
 
9.1 1 < 0.1%
 

AST
Numeric

Distinct count1066
Unique (%)26.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean432.9896491
Minimum0
Maximum15806
Zeros (%)48.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median2
Q3291
95-th percentile2500
Maximum15806
Range15806
Interquartile range291

Descriptive statistics

Standard deviation1075.607503
Coef of variation2.484141377
Kurtosis30.6590056
Mean432.9896491
MAD612.1700206
Skewness4.543691786
Sum1715072
Variance1156931.501
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.1500e+01 2.9500e+01 ... 1.8780e+03 3.0050e+03 4.3920e+03 6.7705e+03 1.5806e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1921 48.5%
 
1 42 1.1%
 
2 34 0.9%
 
3 33 0.8%
 
5 25 0.6%
 
7 21 0.5%
 
11 17 0.4%
 
6 16 0.4%
 
9 15 0.4%
 
4 15 0.4%
 
Other values (1056) 1822 46.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1921 48.5%
 
1 42 1.1%
 
2 34 0.9%
 
3 33 0.8%
 
4 15 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
15806 1 < 0.1%
 
12091 1 < 0.1%
 
10335 1 < 0.1%
 
10334 1 < 0.1%
 
10141 1 < 0.1%
 

attend_college
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
1
3665
0
 
296
ValueCountFrequency (%) 
1 3665 92.5%
 
0 296 7.5%
 

BPM
Numeric

Distinct count228
Unique (%)5.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1.425195658
Minimum-53.6
Maximum19.6
Zeros (%)47.8%
Mini histogram

Quantile statistics

Minimum-53.6
5-th percentile-7.1
Q1-2.5
Median0
Q30
95-th percentile1.4
Maximum19.6
Range73.2
Interquartile range2.5

Descriptive statistics

Standard deviation3.36570814
Coef of variation-2.361576196
Kurtosis34.26671376
Mean-1.425195658
MAD2.207765043
Skewness-3.683477664
Sum-5645.2
Variance11.32799128
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-53.6 -25.1 -16.65 -10.75 -8.65 ... 1.75 3.55 5.45 7.8 19.6 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1892 47.8%
 
-2.1 33 0.8%
 
-1.3 33 0.8%
 
-2.8 32 0.8%
 
-2.4 30 0.8%
 
-2.9 30 0.8%
 
-2.2 30 0.8%
 
-1.8 30 0.8%
 
-1.1 30 0.8%
 
-2.3 30 0.8%
 
Other values (218) 1791 45.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-53.6 1 < 0.1%
 
-43.5 1 < 0.1%
 
-38.4 1 < 0.1%
 
-37.4 1 < 0.1%
 
-27.8 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
19.6 1 < 0.1%
 
16.3 1 < 0.1%
 
11 1 < 0.1%
 
9.2 1 < 0.1%
 
8.1 1 < 0.1%
 

College
Categorical

Distinct count489
Unique (%)12.3%
Missing (%)0.0%
Missing (n)0
0
 
296
University of California, Los Angeles
 
68
University of North Carolina
 
68
Other values (486)
3529
ValueCountFrequency (%) 
0 296 7.5%
 
University of California, Los Angeles 68 1.7%
 
University of North Carolina 68 1.7%
 
University of Kentucky 66 1.7%
 
Duke University 58 1.5%
 
University of Kansas 53 1.3%
 
University of Arizona 52 1.3%
 
University of Michigan 43 1.1%
 
Syracuse University 42 1.1%
 
University of Nevada, Las Vegas 41 1.0%
 
Other values (479) 3174 80.1%
 
Max length58
Mean length22.475385
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Draft_Yr
Numeric

Distinct count40
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1989.792477
Minimum1976
Maximum2015
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1976
5-th percentile1977
Q11981
Median1985
Q31999
95-th percentile2012
Maximum2015
Range39
Interquartile range18

Descriptive statistics

Standard deviation11.50069624
Coef of variation0.005779847084
Kurtosis-0.7421301159
Mean1989.792477
MAD9.869702204
Skewness0.7567834076
Sum7881568
Variance132.2660141
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=40)
Histogram
Histogram with variable size bins (bins=[1976. 1976.5 1979.5 1984.5 1987.5 2014.5 2015. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1984 228 5.8%
 
1983 226 5.7%
 
1982 224 5.7%
 
1981 223 5.6%
 
1980 209 5.3%
 
1979 198 5.0%
 
1978 197 5.0%
 
1976 171 4.3%
 
1977 165 4.2%
 
1987 161 4.1%
 
Other values (30) 1959 49.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1976 171 4.3%
 
1977 165 4.2%
 
1978 197 5.0%
 
1979 198 5.0%
 
1980 209 5.3%
 

Maximum 5 values

ValueCountFrequency (%) 
2015 60 1.5%
 
2014 60 1.5%
 
2013 60 1.5%
 
2012 60 1.5%
 
2011 60 1.5%
 

Exec_draft_exp
Numeric

Distinct count25
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.14642767
Minimum1
Maximum25
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median4
Q37
95-th percentile14
Maximum25
Range24
Interquartile range5

Descriptive statistics

Standard deviation4.311104758
Coef of variation0.8376887881
Kurtosis2.231751176
Mean5.14642767
MAD3.311224352
Skewness1.483612848
Sum20385
Variance18.58562423
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=25)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 4.5 5.5 ... 11.5 14.5 18.5 21.5 25. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 772 19.5%
 
2 581 14.7%
 
3 470 11.9%
 
4 411 10.4%
 
5 333 8.4%
 
6 257 6.5%
 
7 223 5.6%
 
8 190 4.8%
 
9 159 4.0%
 
10 114 2.9%
 
Other values (15) 451 11.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 772 19.5%
 
2 581 14.7%
 
3 470 11.9%
 
4 411 10.4%
 
5 333 8.4%
 

Maximum 5 values

ValueCountFrequency (%) 
25 1 < 0.1%
 
24 5 0.1%
 
23 5 0.1%
 
22 8 0.2%
 
21 12 0.3%
 

Exec_ID
Numeric

Distinct count162
Unique (%)4.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean78.76445342
Minimum1
Maximum162
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile7
Q138
Median76
Q3123
95-th percentile151
Maximum162
Range161
Interquartile range85

Descriptive statistics

Standard deviation47.44898173
Coef of variation0.6024161874
Kurtosis-1.216859137
Mean78.76445342
MAD40.64852815
Skewness0.03296515378
Sum311986
Variance2251.405867
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 6.5 11.5 12.5 ... 155.5 157.5 159.5 161.5 162. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
76 131 3.3%
 
14 126 3.2%
 
123 121 3.1%
 
49 118 3.0%
 
119 117 3.0%
 
1 111 2.8%
 
13 95 2.4%
 
140 92 2.3%
 
132 87 2.2%
 
131 86 2.2%
 
Other values (152) 2877 72.6%
 

Minimum 5 values

ValueCountFrequency (%) 
1 111 2.8%
 
2 5 0.1%
 
3 11 0.3%
 
4 18 0.5%
 
5 9 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
162 37 0.9%
 
161 10 0.3%
 
160 8 0.2%
 
159 38 1.0%
 
158 16 0.4%
 

Executive
Categorical

Distinct count162
Unique (%)4.1%
Missing (%)0.0%
Missing (n)0
Jerry Colangelo
 
131
Bob Ferry
 
126
Pat Williams
 
121
Other values (159)
3583
ValueCountFrequency (%) 
Jerry Colangelo 131 3.3%
 
Bob Ferry 126 3.2%
 
Pat Williams 121 3.1%
 
Don Nelson 118 3.0%
 
Norm Sonju 117 3.0%
 
Al Attles 111 2.8%
 
Bob Bass 95 2.4%
 
Rod Thorn 92 2.3%
 
Red Auerbach 87 2.2%
 
Ray Patterson 86 2.2%
 
Other values (152) 2877 72.6%
 
Max length40
Mean length11.70260035
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

FG_Percentage
Numeric

Distinct count308
Unique (%)7.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2313766726
Minimum0
Maximum1
Zeros (%)47.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.318
Q30.446
95-th percentile0.514
Maximum1
Range1
Interquartile range0.446

Descriptive statistics

Standard deviation0.2272865688
Coef of variation0.9823227478
Kurtosis-1.654595101
Mean0.2313766726
MAD0.2209461943
Skewness0.08893397107
Sum916.483
Variance0.05165918434
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.028 0.195 0.279 0.3325 ... 0.5185 0.5465 0.5835 0.6685 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1888 47.7%
 
0.5 27 0.7%
 
0.333 27 0.7%
 
0.435 25 0.6%
 
0.412 25 0.6%
 
0.459 23 0.6%
 
0.439 22 0.6%
 
0.467 22 0.6%
 
0.438 22 0.6%
 
0.429 20 0.5%
 
Other values (298) 1860 47.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1888 47.7%
 
0.056 1 < 0.1%
 
0.125 1 < 0.1%
 
0.143 1 < 0.1%
 
0.154 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 7 0.2%
 
0.8 1 < 0.1%
 
0.75 1 < 0.1%
 
0.714 1 < 0.1%
 
0.692 1 < 0.1%
 

fifth_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
3901
1
 
60
ValueCountFrequency (%) 
0 3901 98.5%
 
1 60 1.5%
 

first_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
3901
1
 
60
ValueCountFrequency (%) 
0 3901 98.5%
 
1 60 1.5%
 

fourth_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
3901
1
 
60
ValueCountFrequency (%) 
0 3901 98.5%
 
1 60 1.5%
 

FT_Percentage
Highly correlated

This variable is highly correlated with FG_Percentage and should be ignored for analysis

Correlation0.9122356846

Games
Numeric

Distinct count856
Unique (%)21.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean187.4614996
Minimum0
Maximum1611
Zeros (%)47.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median8
Q3270
95-th percentile875
Maximum1611
Range1611
Interquartile range270

Descriptive statistics

Standard deviation301.7305082
Coef of variation1.609559877
Kurtosis2.117537408
Mean187.4614996
MAD234.2414923
Skewness1.720307685
Sum742535
Variance91041.29959
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 8.5000e+00 2.7500e+01 8.4500e+01 ... 3.2850e+02 8.9400e+02 1.1095e+03 1.3915e+03 1.6110e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1869 47.2%
 
2 20 0.5%
 
8 18 0.5%
 
7 16 0.4%
 
1 14 0.4%
 
4 13 0.3%
 
6 13 0.3%
 
22 13 0.3%
 
3 12 0.3%
 
44 12 0.3%
 
Other values (846) 1961 49.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1869 47.2%
 
1 14 0.4%
 
2 20 0.5%
 
3 12 0.3%
 
4 13 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1611 1 < 0.1%
 
1504 1 < 0.1%
 
1476 1 < 0.1%
 
1462 1 < 0.1%
 
1424 1 < 0.1%
 

Minutes.per.Game
Numeric

Distinct count359
Unique (%)9.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.325119919
Minimum0
Maximum41.1
Zeros (%)47.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median4.8
Q317.7
95-th percentile30.8
Maximum41.1
Range41.1
Interquartile range17.7

Descriptive statistics

Standard deviation10.92103649
Coef of variation1.171141667
Kurtosis-0.6387257279
Mean9.325119919
MAD9.487831464
Skewness0.8126919144
Sum36936.8
Variance119.269038
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.45 4.75 22.45 32.75 36.05 38.8 41.1 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1870 47.2%
 
16 16 0.4%
 
9.9 15 0.4%
 
10.7 15 0.4%
 
19.6 14 0.4%
 
9.6 14 0.4%
 
15.8 13 0.3%
 
3 13 0.3%
 
5.5 13 0.3%
 
12.5 13 0.3%
 
Other values (349) 1965 49.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1870 47.2%
 
1 1 < 0.1%
 
1.2 1 < 0.1%
 
1.3 1 < 0.1%
 
1.5 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
41.1 1 < 0.1%
 
39 1 < 0.1%
 
38.6 1 < 0.1%
 
38.4 1 < 0.1%
 
38.3 1 < 0.1%
 

Minutes.Played
Highly correlated

This variable is highly correlated with Games and should be ignored for analysis

Correlation0.9669566564

Pk
Numeric

Distinct count228
Unique (%)5.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean70.99621308
Minimum1
Maximum228
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile5
Q125
Median50
Q3112
95-th percentile189
Maximum228
Range227
Interquartile range87

Descriptive statistics

Standard deviation58.28736921
Coef of variation0.8209926514
Kurtosis-0.3617380521
Mean70.99621308
MAD48.9955353
Skewness0.868621959
Sum281216
Variance3397.41741
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 57.5 60.5 162.5 202.5 228. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 40 1.0%
 
3 40 1.0%
 
7 40 1.0%
 
9 40 1.0%
 
11 40 1.0%
 
13 40 1.0%
 
15 40 1.0%
 
17 40 1.0%
 
19 40 1.0%
 
21 40 1.0%
 
Other values (218) 3561 89.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 40 1.0%
 
2 40 1.0%
 
3 40 1.0%
 
4 40 1.0%
 
5 40 1.0%
 

Maximum 5 values

ValueCountFrequency (%) 
228 1 < 0.1%
 
227 1 < 0.1%
 
226 2 0.1%
 
225 3 0.1%
 
224 3 0.1%
 

Player
Categorical

Distinct count3905
Unique (%)98.6%
Missing (%)0.0%
Missing (n)0
Charles Jones
 
4
Ken Johnson
 
2
Terry Williams
 
2
Other values (3902)
3953
ValueCountFrequency (%) 
Charles Jones 4 0.1%
 
Ken Johnson 2 0.1%
 
Terry Williams 2 0.1%
 
David Johnson 2 0.1%
 
John Thomas 2 0.1%
 
Mike Jackson 2 0.1%
 
James Anderson 2 0.1%
 
Gerald Henderson 2 0.1%
 
Terry Martin 2 0.1%
 
Mike Smith 2 0.1%
 
Other values (3895) 3939 99.4%
 
Max length24
Mean length12.46654885
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Points.per.Game
Highly correlated

This variable is highly correlated with Minutes.per.Game and should be ignored for analysis

Correlation0.9549700636

PTS
Highly correlated

This variable is highly correlated with Minutes.Played and should be ignored for analysis

Correlation0.9671282012

second_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
3901
1
 
60
ValueCountFrequency (%) 
0 3901 98.5%
 
1 60 1.5%
 

Team
Categorical

Distinct count30
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
PHI
 
184
CHI
 
184
POR
 
184
Other values (27)
3409
ValueCountFrequency (%) 
PHI 184 4.6%
 
CHI 184 4.6%
 
POR 184 4.6%
 
WAS 176 4.4%
 
PHO 174 4.4%
 
GSW 173 4.4%
 
ATL 172 4.3%
 
CLE 164 4.1%
 
MIL 163 4.1%
 
SAC 161 4.1%
 
Other values (20) 2226 56.2%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Tenure
Categorical

Distinct count214
Unique (%)5.4%
Missing (%)0.0%
Missing (n)0
9550 days 00:00:00.000000000
 
131
6208 days 00:00:00.000000000
 
126
3641 days 00:00:00.000000000
 
109
Other values (211)
3595
ValueCountFrequency (%) 
9550 days 00:00:00.000000000 131 3.3%
 
6208 days 00:00:00.000000000 126 3.2%
 
3641 days 00:00:00.000000000 109 2.8%
 
4335 days 00:00:00.000000000 109 2.8%
 
5859 days 00:00:00.000000000 100 2.5%
 
12493 days 00:00:00.000000000 87 2.2%
 
6417 days 00:00:00.000000000 86 2.2%
 
3694 days 00:00:00.000000000 83 2.1%
 
5425 days 00:00:00.000000000 83 2.1%
 
2510 days 00:00:00.000000000 74 1.9%
 
Other values (204) 2973 75.1%
 
Max length29
Mean length27.89068417
Min length26
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

third_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
3901
1
 
60
ValueCountFrequency (%) 
0 3901 98.5%
 
1 60 1.5%
 

TP_Percentage
Numeric

Distinct count322
Unique (%)8.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1091441555
Minimum0
Maximum1
Zeros (%)62.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.256
95-th percentile0.375
Maximum1
Range1
Interquartile range0.256

Descriptive statistics

Standard deviation0.1557791225
Coef of variation1.427278646
Kurtosis1.545648221
Mean0.1091441555
MAD0.1371180552
Skewness1.228370295
Sum432.32
Variance0.02426713502
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.012 0.0355 0.1415 0.144 ... 0.3335 0.3855 0.409 0.5145 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2460 62.1%
 
0.25 38 1.0%
 
0.333 37 0.9%
 
0.2 29 0.7%
 
0.167 24 0.6%
 
0.143 18 0.5%
 
0.5 16 0.4%
 
0.36 16 0.4%
 
0.222 15 0.4%
 
0.286 15 0.4%
 
Other values (312) 1293 32.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2460 62.1%
 
0.024 1 < 0.1%
 
0.03 1 < 0.1%
 
0.034 1 < 0.1%
 
0.037 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 10 0.3%
 
0.75 1 < 0.1%
 
0.667 2 0.1%
 
0.6 1 < 0.1%
 
0.538 1 < 0.1%
 

TRB
Numeric

Distinct count1338
Unique (%)33.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean803.2466549
Minimum0
Maximum15091
Zeros (%)47.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median7
Q3766
95-th percentile4246
Maximum15091
Range15091
Interquartile range766

Descriptive statistics

Standard deviation1709.374701
Coef of variation2.128081942
Kurtosis14.87406663
Mean803.2466549
MAD1096.292484
Skewness3.38052838
Sum3181660
Variance2921961.868
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 3.9500e+01 9.5500e+01 ... 2.0020e+03 3.4565e+03 4.5270e+03 7.6520e+03 1.5091e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1885 47.6%
 
4 21 0.5%
 
2 17 0.4%
 
1 16 0.4%
 
3 16 0.4%
 
10 12 0.3%
 
7 11 0.3%
 
13 11 0.3%
 
6 10 0.3%
 
30 9 0.2%
 
Other values (1328) 1953 49.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1885 47.6%
 
1 16 0.4%
 
2 17 0.4%
 
3 16 0.4%
 
4 21 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
15091 1 < 0.1%
 
14968 1 < 0.1%
 
14715 1 < 0.1%
 
14662 1 < 0.1%
 
13748 1 < 0.1%
 

TRB.per.game
Numeric

Distinct count113
Unique (%)2.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.629588488
Minimum0
Maximum13.1
Zeros (%)47.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.7
Q32.7
95-th percentile6.1
Maximum13.1
Range13.1
Interquartile range2.7

Descriptive statistics

Standard deviation2.178307437
Coef of variation1.336722402
Kurtosis2.435459077
Mean1.629588488
MAD1.713777138
Skewness1.57406883
Sum6454.8
Variance4.74502329
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.05 0.25 0.55 0.85 ... 4.75 6.35 7.95 10.15 13.1 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1885 47.6%
 
1 71 1.8%
 
1.4 61 1.5%
 
1.3 60 1.5%
 
2.2 55 1.4%
 
1.8 54 1.4%
 
1.5 53 1.3%
 
2.8 52 1.3%
 
1.1 51 1.3%
 
2.6 50 1.3%
 
Other values (103) 1569 39.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1885 47.6%
 
0.1 1 < 0.1%
 
0.2 7 0.2%
 
0.3 14 0.4%
 
0.4 16 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
13.1 1 < 0.1%
 
12.7 1 < 0.1%
 
12.6 1 < 0.1%
 
11.7 1 < 0.1%
 
11.5 1 < 0.1%
 

Unnamed_0
Highly correlated

This variable is highly correlated with Exec_ID and should be ignored for analysis

Correlation0.997587063

VORP
Numeric

Distinct count370
Unique (%)9.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.393284524
Minimum-8.3
Maximum108.6
Zeros (%)50.7%
Mini histogram

Quantile statistics

Minimum-8.3
5-th percentile-1.5
Q1-0.1
Median0
Q30
95-th percentile16.7
Maximum108.6
Range116.9
Interquartile range0.1

Descriptive statistics

Standard deviation8.865625101
Coef of variation3.704375728
Kurtosis40.26150068
Mean2.393284524
MAD4.377189986
Skewness5.496720165
Sum9479.8
Variance78.59930843
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ -8.3 -4.15 -3.25 -1.55 -1.05 ... 5.85 13.85 28.75 45.7 108.6 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2007 50.7%
 
-0.1 156 3.9%
 
-0.2 130 3.3%
 
-0.3 100 2.5%
 
-0.4 74 1.9%
 
-0.5 60 1.5%
 
-0.7 49 1.2%
 
-0.6 48 1.2%
 
-0.9 44 1.1%
 
-0.8 42 1.1%
 
Other values (360) 1251 31.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-8.3 1 < 0.1%
 
-8 1 < 0.1%
 
-7.4 1 < 0.1%
 
-7.1 1 < 0.1%
 
-6.7 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
108.6 1 < 0.1%
 
104.4 1 < 0.1%
 
102.5 1 < 0.1%
 
94 1 < 0.1%
 
93.5 1 < 0.1%
 

Win.Share
Highly correlated

This variable is highly correlated with VORP and should be ignored for analysis

Correlation0.9249732369

WS_per_game
Numeric

Distinct count360
Unique (%)9.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.03005251199
Minimum-1.264
Maximum1.442
Zeros (%)47.4%
Mini histogram

Quantile statistics

Minimum-1.264
5-th percentile-0.029
Q10
Median0
Q30.07
95-th percentile0.133
Maximum1.442
Range2.706
Interquartile range0.07

Descriptive statistics

Standard deviation0.07685677201
Coef of variation2.5574159
Kurtosis86.85311361
Mean0.03005251199
MAD0.04802116712
Skewness0.3788716971
Sum119.038
Variance0.005906963403
Memory size31.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.264e+00 -3.630e-01 -1.435e-01 -5.150e-02 -5.000e-04 ... 1.515e-01 1.825e-01 2.165e-01 3.515e-01 1.442e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1877 47.4%
 
0.101 26 0.7%
 
0.074 23 0.6%
 
0.069 23 0.6%
 
0.078 23 0.6%
 
0.061 22 0.6%
 
0.087 21 0.5%
 
0.093 21 0.5%
 
0.066 20 0.5%
 
0.079 20 0.5%
 
Other values (350) 1885 47.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.264 1 < 0.1%
 
-0.894 1 < 0.1%
 
-0.795 1 < 0.1%
 
-0.667 1 < 0.1%
 
-0.638 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.442 1 < 0.1%
 
1.367 1 < 0.1%
 
0.627 1 < 0.1%
 
0.36 1 < 0.1%
 
0.343 1 < 0.1%
 

Yrs
Highly correlated

This variable is highly correlated with Minutes.Played and should be ignored for analysis

Correlation0.9217586744

Correlations

Missing values

Sample

First rows

All.StarAll_NBAAssits.per.GameASTattend_collegeBPMCollegeDraft_YrExec_draft_expExec_IDExecutiveFG_Percentagefifth_yearfirst_yearfourth_yearFT_PercentageGamesMinutes.per.GameMinutes.PlayedPkPlayerPoints.per.GamePTSsecond_yearTeamTenurethird_yearTP_PercentageTRBTRB.per.gameUnnamed_0VORPWin.ShareWS_per_gameYrs
0921.4218011.6Centenary College of Louisiana197611Al Attles0.5370000.721161128.4457048Robert Parish14.5233340GSW3641 days 00:00:00.00000000000.0147159.1141.5147.00.15421
1002.195412.2Texas A&M University197611Al Attles0.5010000.75545224.21091617Sonny Parker9.944710GSW3641 days 00:00:00.00000000000.018414.1211.526.90.1186
2000.4101-9.9University of Texas-Pan American197611Al Attles0.3710000.933266.817634Marshall Rogers3.81000GSW3641 days 00:00:00.00000000000.0110.43-0.4-0.2-0.0431
3000.0010.0Vanderbilt University197611Al Attles0.0000000.00000.0068Jeff Fosnes0.000GSW3641 days 00:00:00.00000000000.000.040.00.00.0000
4000.0010.0University of California197611Al Attles0.0000000.00000.0086Carl Bird0.000GSW3641 days 00:00:00.00000000000.000.050.00.00.0000
5000.0010.0Stanford University197611Al Attles0.0000000.00000.0091Duane Barnett0.000GSW3641 days 00:00:00.00000000000.000.060.00.00.0000
6000.0010.0Norfolk State University197611Al Attles0.0000000.00000.00104Gene Cunningham0.000GSW3641 days 00:00:00.00000000000.000.070.00.00.0000
7000.0010.0Mercyhurst College197611Al Attles0.0000000.00000.00122Jesse Campbell0.000GSW3641 days 00:00:00.00000000000.000.080.00.00.0000
8000.0010.0West Virginia University197611Al Attles0.0000000.00000.00140Stan Boskovich0.000GSW3641 days 00:00:00.00000000000.000.090.00.00.0000
9000.0010.0University of San Francisco197611Al Attles0.0000000.00000.00157Howard Smith0.000GSW3641 days 00:00:00.00000000000.000.0100.00.00.0000

Last rows

All.StarAll_NBAAssits.per.GameASTattend_collegeBPMCollegeDraft_YrExec_draft_expExec_IDExecutiveFG_Percentagefifth_yearfirst_yearfourth_yearFT_PercentageGamesMinutes.per.GameMinutes.PlayedPkPlayerPoints.per.GamePTSsecond_yearTeamTenurethird_yearTP_PercentageTRBTRB.per.gameUnnamed_0VORPWin.ShareWS_per_gameYrs
3951001.71611-3.4Oregon State University19815162Zollie Volchok0.5070000.458978.380853Mark Radford3.63470OKC2189 days 00:00:00.00000000000.286760.83952-0.30.40.0232
3952000.0010.0University of Washington19815162Zollie Volchok0.0000000.00000.0099Andra Griffin0.000OKC2189 days 00:00:00.00000000000.00000.039530.00.00.0000
3953000.0010.0Auburn University19815162Zollie Volchok0.0000000.00000.00122Earl Banks0.000OKC2189 days 00:00:00.00000000000.00000.039540.00.00.0000
3954000.0010.0Villanova University19815162Zollie Volchok0.0000000.00000.00145Tom Sienkiewicz0.000OKC2189 days 00:00:00.00000000000.00000.039550.00.00.0000
3955000.001-9.5University of Oregon19826162Zollie Volchok0.5380000.83392.92665John Greig2.1190OKC2189 days 00:00:00.00000000000.00060.739560.00.10.1821
3956000.0010.0University of Idaho19826162Zollie Volchok0.0000000.00000.0088Ken Owens0.000OKC2189 days 00:00:00.00000000000.00000.039570.00.00.0000
3957000.0010.0Southern Illinois University19826162Zollie Volchok0.0000000.00000.00111Rod Camp0.000OKC2189 days 00:00:00.00000000000.00000.039580.00.00.0000
3958000.0010.0University of North Carolina at Charlotte19826162Zollie Volchok0.0000000.00000.00134Bobby Potts0.000OKC2189 days 00:00:00.00000000000.00000.039590.00.00.0000
3959000.0010.0Northern Illinois University19826162Zollie Volchok0.0000000.00000.00157Allen Rayhorn0.000OKC2189 days 00:00:00.00000000000.00000.039600.00.00.0000
3960000.0010.0University of Washington19826162Zollie Volchok0.0000000.00000.00180Steve Burks0.000OKC2189 days 00:00:00.00000000000.00000.039610.00.00.0000